{"id":"W4236609182","doi":"10.1017/9781108618410.017","title":"Abdominal Fullness Protocol","year":2019,"lang":"en","type":"other","venue":"","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Protocol (science); Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00728419,0.0007832465,0.0008572143,0.002813096,0.002732094,0.002202193,0.001558036,0.002143299,0.5017713],"category_scores_gemma":[0.02856611,0.0007504481,0.001314688,0.001873328,0.0006796469,0.001956129,0.003161212,0.002845086,0.2245084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343654,"about_ca_system_score_gemma":0.01010134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006287361,"about_ca_topic_score_gemma":0.01716804,"domain_scores_codex":[0.9968316,0.001225024,0.0007205328,0.0002993346,0.0005147402,0.0004087386],"domain_scores_gemma":[0.9857413,0.003780801,0.001220651,0.00228666,0.004967009,0.002003581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004300012,0.001347556,0.004611667,0.001913492,0.00005917054,0.0001814714,0.0003475231,0.0003112871,0.0003523267,0.005868685,0.8823133,0.09839349],"study_design_scores_gemma":[0.002076425,0.0005213447,0.01301074,0.002927216,0.0000788228,0.0002080855,0.0004913112,0.0002658299,0.000649501,0.006328754,0.9733782,0.0000637954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.00892275,0.0009355515,0.008957438,0.006778712,0.00179783,0.1074343,0.3374011,0.002140333,0.5256319],"genre_scores_gemma":[0.02833767,0.001923622,0.0207869,0.0193973,0.0009627152,0.4061165,0.1917544,0.001242718,0.3294781],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.5017713,"threshold_uncertainty_score":0.7106628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930056840968055,"score_gpt":0.3268318648463449,"score_spread":0.3075312964366643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}